Decision tree courses can help you learn how to create, interpret, and optimize decision trees for data analysis, classification, and regression tasks. You can build skills in feature selection, model evaluation, and understanding overfitting versus underfitting. Many courses introduce tools like Python's scikit-learn, R's rpart, and various visualization software, that support implementing decision trees and analyzing their performance in real-world datasets.
University of Illinois Urbana-Champaign
Skills you'll gain: Stakeholder Analysis, Decision Making, Innovation, Health Policy, Strategic Decision-Making, Strategic Prioritization, New Product Development, Qualitative Research, Organizational Strategy, Business Priorities, Health Technology, Problem Solving, Process Analysis, Planning, Return On Investment
Beginner · Course · 1 - 4 Weeks

Banco Interamericano de Desarrollo
Skills you'll gain: Digital Transformation, Big Data, Analytics, Economics, Policy, and Social Studies, Public Policies, digital literacy, Data-Driven Decision-Making, Economic Development, Business Transformation, Technology Strategies, Entrepreneurship, Internet Of Things, Emerging Technologies, New Business Development, Governance
★ 4.9 (43) · Beginner · Course · 1 - 4 Weeks

University of Maryland, College Park
Skills you'll gain: Customer Retention, Customer Acquisition Management, Customer Analysis, Marketing Channel, Customer Engagement, Customer Relationship Building, Customer Relationship Management, Brand Loyalty, Business-To-Consumer, Cross-Channel Marketing, Marketing Effectiveness, Customer Data Management, B2B Sales, Target Market, Operating Cost, Analytics, Strategic Decision-Making
★ 4.8 (6) · Beginner · Course · 1 - 4 Weeks

Fundação Instituto de Administração
Skills you'll gain: Supply Chain, Supply Chain Management, Supply Chain Planning, Supply Management, Materials Management, Inventory Management, Sustainable Business, Inventory Management System, Strategic Sourcing, Strategic Decision-Making, Demand Planning, Corporate Sustainability, Supplier Relationship Management, Strategic Partnership, Strategic Thinking, Governance, Business Technologies, Forecasting
★ 4.5 (26) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Content Performance Analysis, Dashboard, Conversion Funnel Analysis, Surveys, Content Scheduling, Newsletters, Search Engine Optimization, Marketing Budgets, Email Automation, Data-Driven Marketing, Marketing Analytics, Marketing Automation, Web Analytics, Email Marketing, Content Marketing, Performance Reporting, Google Analytics, Collaborative Software, Social Media Management, Lead Generation
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Google Analytics, Dashboard Creation, Data Storytelling, Content Performance Analysis, Data Validation, Stakeholder Engagement, Statistical Modeling, Search Engine Optimization, Marketing Analytics, Web Analytics, Marketing Automation, Data Visualization, Customer Insights, Campaign Management, Data-Driven Decision-Making, Key Performance Indicators (KPIs), Predictive Analytics, Performance Measurement, Return On Investment, Artificial Intelligence
Intermediate · Specialization · 3 - 6 Months

Coursera
Skills you'll gain: Generative Model Architectures, Generative AI, Generative Adversarial Networks (GANs), Applied Machine Learning, AI literacy, AI Integrations, Strategic Decision-Making, Innovation
Intermediate · Course · 1 - 4 Weeks

University of Copenhagen
Skills you'll gain: Precision Medicine, Patient-centered Care, Health Informatics, Healthcare Ethics, Patient Communication, Health Policy, Risk Analysis, Data-Driven Decision-Making, Medical Science and Research, Healthcare Industry Knowledge, Health Care, Health Technology, Health Systems, Clinical Research, Data Science, Clinical Research Ethics, Data Ethics, Bioinformatics, General Data Protection Regulation (GDPR), Innovation
★ 4.7 (51) · Intermediate · Course · 1 - 3 Months

Dartmouth College
Skills you'll gain: Predictive Modeling, Analytics, Predictive Analytics, Advanced Analytics, Scikit Learn (Machine Learning Library), Model Evaluation, Digital Transformation, Business Analytics, Model Training, Ethical Standards And Conduct, Data Ethics, Data-Driven Decision-Making, Feature Engineering, Applied Machine Learning, Statistical Machine Learning, Statistical Modeling, Data Strategy, Regression Analysis, Supervised Learning, Model Optimization
Intermediate · Course · 1 - 3 Months
Skills you'll gain: Responsible AI, Data Ethics, Data Storytelling, Data Presentation, Presentations, Technical Communication, Artificial Intelligence, Stakeholder Communications, AI literacy, Storytelling, Accountability Frameworks, Ethical Standards And Conduct, Accountability, Risk Mitigation, Communication Strategies, Design, Stakeholder Analysis, Model Evaluation, Risk Management, Project Documentation
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Project Scoping, Timelines, Project Schedules, Proposal Writing, Scope Management, Proposal Development, Business Writing, Procurement, Requirements Management, Purchasing, Bidding, Project Documentation, Vendor Management, Facility Management, Decision Making, Strategic Decision-Making
Beginner · Course · 1 - 4 Weeks

Lund University
Skills you'll gain: Climate Change Programs, Climate Change Mitigation, Sustainable Development, Climate Change Adaptation, Social Justice, Drive Engagement, Community Development, Social Impact, Mitigation, Systems Thinking, Stakeholder Engagement, Research and Design, Visionary, Data-Driven Decision-Making, Finance, Innovation, Strategic Partnership, Governance, Collaboration
★ 4.8 (13) · Beginner · Course · 1 - 3 Months